Topic Modelling with NMF vs. Expert Topic Annotation: The Case Study of Russian Fiction. - Tatiana Y. Sherstinova; Olga Mitrofanova; Tatiana Skrebtsova; Ekaterina Zamiraylova; Margarita Kirina (MICAI (2), 2020)

Towards Automatic Modelling of Thematic Domains of a National Literature: Technical Issues in the Case of Russian. - Tatiana Y. Sherstinova; Anna Moskvina; Margarita Kirina (FRUCT, 2021)

Defining Kinds of Violence in Russian Short Stories of 1900-1930: A Case of Topic Modelling With LDA and PCA. - Ekaterina Gryaznova; Margarita Kirina (IMS, 2021)

Opinion Mining for Modeling User Experience of Online Education: Sentiment Analysis and Keywords Extraction of Student Reviews. - Anna Moskvina; Margarita Kirina; Anastasia Gavrilyuk (FRUCT, 2022)

Topic Modeling of Literary Texts Using LDA: on the Influence of Linguistic Preprocessing on Model Interpretability. - Tatiana Y. Sherstinova; Anna Moskvina; Margarita Kirina; Irina Zavyalova; Asya Karysheva; Evgenia Kolpashchikova; Polina Maksimenko; Alena Moskalenko (FRUCT, 2022)

Sentiment Analysis of Literary Texts vs. Reader's Emotional Responses. - Tatiana Y. Sherstinova; Anna Moskvina; Margarita Kirina; Asya Karysheva; Evgenia Kolpashchikova; Polina Maksimenko; Anastasia Seinova; Ruslan Rodionov (FRUCT, 2023)

Past Voices, Present Insights: Sociolinguistic Research through Literary Artifacts. - Tatiana Y. Sherstinova; Elizaveta Ziulkova; Margarita Kirina (FRUCT, 2024)